Evaluation and management of esophageal varices by through‐the‐scope endoscopic Doppler probe method
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
OBJECTIVES: Objective assessments of esophageal varices (EVs) are inadequate. The recurrence of variceal bleeding after endoscopic variceal ligation (EVL) is associated with residual blood flow underlying EVL or incomplete treatment of a perforating vein by EVL. We aimed to assess our novel through-the-scope endoscopic Doppler probe method (DOP) for the evaluation and management of EVs. METHODS: This study included 20 patients (54 varices) with a history of esophageal variceal rupture from June 2019 to May 2021 who underwent DOP at a tertiary hospital. Variceal velocities were compared based on the size and endoscopic variceal findings. Additionally, we performed EVL assisted by DOP (EVL + DOP) in nine patients. RESULTS: Doppler imaging of EVs was observed in all 20 patients. The velocity of varices was significantly higher in EVs with a larger size, greater form, blue color, and red color sign positive. Perforating veins connecting to the EVs were identified in six out of nine patients who underwent EVL + DOP. Eight out of nine patients underwent repeat EVL. Repeat EVL was performed until the variceal velocity reached absent. No recurrence of variceal bleeding occurred during the follow-up period (mean 8.7 ± 3.2 months). No adverse events associated with DOP were observed. CONCLUSION: The evaluation of EVs using DOP is feasible and accurate. EV velocities are related to the variceal size, form, blue color, and red color sign. EVL + DOP may be a more reliable treatment for EVs. Further large-scale, long-term comparative studies are warranted.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it